Trained to read what changes.

I trade and research systematic strategies — but I came to markets the long way round, through martial arts, philosophy, and a stubborn habit of asking what's underneath the rule. I traded FX with real money on the line before I ever wrote a backtest, and that order still matters: intuition first, code to check whether the intuition survives.

Today I'm a Sales & Trading Analyst at Summr Capital Management, building systematic strategies and risk models in Python alongside the desk. I treat markets the way I treat most things — as behavior, not fixed law — so everything in these folders is really one question asked many ways: what's actually changing, and how do I adapt to it?